Prosecution Insights
Last updated: July 17, 2026
Application No. 18/450,877

SYSTEMS AND METHODS FOR UNIT TEST GENERATION USING REINFORCEMENT LEARNING AUGMENTED TRANSFORMER ARCHITECTURES

Non-Final OA
Filed
Aug 16, 2023
Priority
Sep 05, 2022 — GR 20220100726
Examiner
MACASIANO, JOANNE GONZALES
Art Unit
2146
Tech Center
2100 — Computer Architecture & Software
Assignee
JPMorgan Chase Bank, N.A.
OA Round
1 (Non-Final)
67%
Grant Probability
Favorable
1-2
OA Rounds
7m
Est. Remaining
99%
With Interview

Examiner Intelligence

Grants 67% — above average
67%
Career Allowance Rate
208 granted / 311 resolved
+11.9% vs TC avg
Strong +42% interview lift
Without
With
+41.5%
Interview Lift
resolved cases with interview
Typical timeline
3y 6m
Avg Prosecution
26 currently pending
Career history
347
Total Applications
across all art units

Statute-Specific Performance

§101
2.2%
-37.8% vs TC avg
§103
83.7%
+43.7% vs TC avg
§102
12.1%
-27.9% vs TC avg
§112
1.8%
-38.2% vs TC avg
Black line = Tech Center average estimate • Based on career data from 311 resolved cases

Prosecution Timeline

Aug 16, 2023
Application Filed
May 08, 2026
Non-Final Rejection mailed (current)

Precedent Cases

Applications granted by this same examiner with similar technology

Patent 12657119
SELF-CONTAINED MOBILE APPLICATION PROCESSING AND INTEGRATION
3y 9m to grant Granted Jun 16, 2026
Patent 12657076
SYSTEM AND METHOD FOR PROCESSING DATA OF ANY EXTERNAL SERVICES THROUGH API CONTROLLED UNIVERSAL COMPUTING ELEMENTS
2y 2m to grant Granted Jun 16, 2026
Patent 12650682
INDUSTRIAL AUTOMATION PROJECT DESIGN TELEMETRY
4y 8m to grant Granted Jun 09, 2026
Patent 12639193
SYSTEMS AND METHODS FOR RETRIEVAL-AUGMENTED PATCH GENERATION FOR AUTOMATIC PROGRAM REPAIR
3y 9m to grant Granted May 26, 2026
Patent 12613689
ELECTRONIC CONTROL DEVICE, REPROGRAM EXECUTION METHOD, AND NON-TRANSITORY COMPUTER READABLE STORAGE MEDIUM
3y 0m to grant Granted Apr 28, 2026
Study what changed to get past this examiner. Based on 5 most recent grants.

Strategy Recommendation AI-generated — please review before filing

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Prosecution Projections

1-2
Expected OA Rounds
67%
Grant Probability
99%
With Interview (+41.5%)
3y 6m (~7m remaining)
Median Time to Grant
Low
PTA Risk
Based on 311 resolved cases by this examiner. Grant probability derived from career allowance rate.

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